Age-of-Information vs. Value-of-Information Scheduling for Cellular Networked Control Systems
For designers of networked control systems, this work demonstrates that VoI-based scheduling outperforms AoI-based scheduling, though the comparison is limited to simulation.
The paper compares Age-of-Information (AoI) and Value-of-Information (VoI) metrics for scheduling in cellular networked control systems, showing that prioritizing transmissions with higher VoI improves performance over fair AoI-based scheduling.
Age-of-Information (AoI) is a recently introduced metric for network operation with sensor applications which quantifies the freshness of data. In the context of networked control systems (NCSs), we compare the worth of the AoI metric with the value-of-information (VoI) metric, which is related to the uncertainty reduction in stochastic processes. First, we show that the uncertainty propagates non-linearly over time depending on system dynamics. Next, we define the value of a new update of the process of interest as a function of AoI and system parameters of the NCSs. We use the aggregated update value as a utility for the centralized scheduling problem in a cellular NCS composed of multiple heterogeneous control loops. By conducting a simulative analysis, we show that prioritizing transmissions with higher VoI improves performance of the NCSs compared with providing fair data freshness to all sub-systems equally.